{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot results\n",
    "\n",
    "After experiment, let's plot the result!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/misc/kcgscratch1/ChoGroup/keunwoo/venv_k110/lib/python2.7/site-packages/matplotlib/__init__.py:898: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
      "  warnings.warn(self.msg_depr % (key, alt_key))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YOU ARE IN WEAVER in NYU\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using Theano backend.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "font = {'family' : 'consolas',\n",
    "        'weight' : 'light',\n",
    "        'size'   : 12}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "ggplot_colors = [plt.rcParams['axes.color_cycle'][i] for i in [0, 1, 2, 3, 4, 5, 6]]\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "import librosa\n",
    "import time\n",
    "import sklearn\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC, SVR\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.model_selection import PredefinedSplit\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import GridSearchCV, cross_val_score\n",
    "import pandas as pd\n",
    "import logging\n",
    "import cPickle as cP\n",
    "import pdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "FOLDER_CSV = 'data_csv/'\n",
    "FOLDER_FEATS = 'data_feats/'\n",
    "FOLDER_RESULTS = 'result_transfer/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_one_result(taskname, featname):\n",
    "    try:\n",
    "        result = np.load(os.path.join(FOLDER_RESULTS,\n",
    "                         'T_{}_F_{}_CL_{}.npy'.format(taskname, featname, 'SVC')))\n",
    "    except:\n",
    "        try:\n",
    "            result = np.load(os.path.join(FOLDER_RESULTS,\n",
    "                         'T_{}_F_{}_CL_{}.npy'.format(taskname, featname, 'SVR')))\n",
    "        except:\n",
    "            result = 0.\n",
    "    return result\n",
    "\n",
    "def get_one_result_nomatterCLF(taskname, layer):\n",
    "    try:\n",
    "        result = np.load(os.path.join(FOLDER_RESULTS,\n",
    "                         'T_{}_F_{}_CL_{}.npy'.format(taskname, 'mine_{}'.format(layer), 'SVC')))\n",
    "    except:\n",
    "        try:\n",
    "            result = np.load(os.path.join(FOLDER_RESULTS,\n",
    "                         'T_{}_F_{}_CL_{}.npy'.format(taskname, 'mine_{}'.format(layer), 'SVR')))\n",
    "        except:\n",
    "            result = 0.\n",
    "    return result\n",
    "\n",
    "def mid_layers_to_str(mid_layers):\n",
    "    return ''.join([str(i) for i in mid_layers])\n",
    "    \n",
    "def my_featname_w_layer(mid_layers):\n",
    "    return 'mine_' + mid_layers_to_str(mid_layers)\n",
    "\n",
    "\n",
    "def get_result_all_mine(tasknames, layers):\n",
    "    results_all = []\n",
    "    for taskname in tasknames:\n",
    "        task_results = []\n",
    "        for layer in layers:\n",
    "            layer = mid_layers_to_str(layer)\n",
    "            task_results.append(get_one_result_nomatterCLF(taskname, layer))\n",
    "        results_all.append(task_results)\n",
    "    return np.array(results_all)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# vars to plot\n",
    "one_layers = [[i] for i in range(5)]\n",
    "two_layers = [[i, j] for i in range(5) for j in range(i + 1, 5)]\n",
    "three_layers = [[i, j, k] for i in range(5) for j in range(i + 1, 5) for k in range(j + 1, 5)]\n",
    "four_layers = [range(4), range(1, 5)]\n",
    "five_layers = [range(5)]\n",
    "all_layers = five_layers + four_layers + three_layers + two_layers + one_layers\n",
    "\n",
    "tasks = ['T1\\nballroom\\ngenre\\n(acc)', \n",
    "         'T2\\ngtzan\\ngenre\\n(acc)', \n",
    "         'T3\\ngtzan\\nspeech/music\\n(acc)', \n",
    "         'T4a\\nemotion\\n(arousal)\\n(r^2)', \n",
    "         'T4v\\nemotion\\n(valence)\\n(r^2)',          \n",
    "         'T5\\nvocal\\nnon-vocal\\n(acc)',\n",
    "         'T6\\naudio\\nevent\\n(acc)']\n",
    "tasknames = ['ballroom_extended', 'gtzan_genre', 'gtzan_speechmusic',\n",
    "              'emoMusic_a', 'emoMusic_v', 'jamendo_vd', 'urbansound']\n",
    "\n",
    "titles = ['Extended Ballroom', 'Gtzan music genre', 'Gtzan speech/music',\n",
    "         'Music emotion (arousal)', 'Music emotion (valence)', 'Vocal/non-vocal', 'Acoustic event']\n",
    "\n",
    "taskidxs = ['T1', 'T2', 'T3', 'T4a', 'T4b', 'T5', 'T6']\n",
    "\n",
    "clfnames = ['SVC', 'SVC', 'SVC', 'SVR', 'SVR', 'SVC', 'SVC']\n",
    "\n",
    "all_layers_str = [mid_layers_to_str(mid_layer) for mid_layer in all_layers]\n",
    "all_feature_names = [my_featname_w_layer(mid_layer) for mid_layer in all_layers]\n",
    "sotas_list = [0.949, .945, 1.0, 0.704, 0.500, 0., 0.79]\n",
    "mfcc_12345s_list = [get_one_result(t, 'mfcc+12345_4') for t in tasknames]\n",
    "mfcc_12345s = {key:val for key, val in zip(tasknames, mfcc_12345s_list)}\n",
    "sotas = {key:val for key, val in zip(tasknames, sotas_list)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def _score_to_str(score, str_format='%0.3f'):\n",
    "    if score == 1.0:\n",
    "        return '1.'\n",
    "    if score == 0.0:\n",
    "        return ''\n",
    "    st = str_format % score\n",
    "    return st[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot_one_task(taskname, classifiername, title):\n",
    "    \n",
    "    results = []\n",
    "    for featname in all_feature_names:\n",
    "        results.append(get_one_result(taskname, featname))\n",
    "    # find max \n",
    "    max_idx = np.argmax(results)\n",
    "    # load mfcc score if exists\n",
    "    mfcc_score = get_one_result(taskname, 'mfcc_4')\n",
    "    sota_score = sotas[taskname]\n",
    "    mfcc_12345_score = mfcc_12345s[taskname]\n",
    "    # find top-K\n",
    "    top_k = 7\n",
    "    down_k = 7\n",
    "    top_idxs = np.flipud(np.argsort(results))\n",
    "    \n",
    "    # plot\n",
    "    num_type_convnet = len(results)\n",
    "    xs_convnet = range(num_type_convnet)\n",
    "\n",
    "    xs = range(len(results) + 3)\n",
    "\n",
    "    plt.figure(figsize=(10, 2.5))\n",
    "    # plot bar - my feature\n",
    "    plt.bar(xs_convnet, results, label='Convnet', color=ggplot_colors[1])\n",
    "    # plot bar - etc\n",
    "    plt.bar(num_type_convnet, mfcc_12345_score, label='MFCCs+\\n12345', color='#668CCA')\n",
    "    plt.bar(num_type_convnet + 1, mfcc_score, label='MFCCs', color=ggplot_colors[2])\n",
    "    plt.bar(num_type_convnet + 2, sota_score, label='SoTA', color=ggplot_colors[0])\n",
    "    \n",
    "    # xtick\n",
    "    all_layers_str_xtick = [s.replace('4','5').replace('3','4').replace('2','3').replace('1','2').replace('0','1') for \\\n",
    "                     s in all_layers_str]\n",
    "    plt.xticks([i+0.7 for i in xs], all_layers_str_xtick + ['concat', 'mfcc', 'SoTA'], rotation=70,\n",
    "              horizontalalignment='right')\n",
    "    plt.tick_params(axis=u'both', which=u'both',length=0)\n",
    "    plt.ylim(0, 1)\n",
    "    plt.xlim(0, len(xs))\n",
    "    if taskname.startswith('emo'):\n",
    "        plt.ylabel('$r^2$ score')\n",
    "    else:\n",
    "        plt.ylabel('Accuracy')\n",
    "    # texts\n",
    "    max_score = results[max_idx]\n",
    "    plt.text(max_idx + 0.4, results[max_idx], _score_to_str(np.round(max_score, decimals=4)),\n",
    "            horizontalalignment='center', verticalalignment='bottom')\n",
    "\n",
    "    plt.text(num_type_convnet + 0.4, mfcc_12345_score, _score_to_str(np.round(mfcc_12345_score, decimals=4)),\n",
    "            horizontalalignment='center', verticalalignment='bottom')\n",
    "    \n",
    "    plt.text(num_type_convnet + 1 + 0.4, mfcc_score, _score_to_str(np.round(mfcc_score, decimals=4)),\n",
    "            horizontalalignment='center', verticalalignment='bottom')\n",
    "    \n",
    "    plt.text(num_type_convnet + 2 + 0.4, sota_score, _score_to_str(np.round(sota_score, decimals=4)),\n",
    "            horizontalalignment='center', verticalalignment='bottom')\n",
    "    # texts - ranking\n",
    "    for ranking, idx in enumerate(top_idxs):\n",
    "        if ranking < top_k or ranking >= num_type_convnet - down_k:\n",
    "            tcolor = 'white'\n",
    "        else:\n",
    "            tcolor = '0.7'\n",
    "        plt.text(idx + 0.4, max_score - 0.03 - 0.8 * ranking / float(num_type_convnet) * max_score , str(ranking + 1),\n",
    "                    horizontalalignment='center', verticalalignment='top', color=tcolor)\n",
    "    plt.title(title)\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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vvPIKoqKi8N1332Hy5Mnw8fHB6NGj1XWVb801ePBguLi4NOj9EUIIIYQQ0phC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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x37b3690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nzJgx2NvbA7B//37Gjh2Lu7s7AQEBfPjhh/Tv39+iZ7p169YsXbqU+fPnM2HC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xcXL168ocLCYrGQkZFBaGgomZmZzJgx47arMLZu3Up9fT2zZ8/GZDJRWlrK22+/rVZ2KFUmvr6+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\ndMnpSUDKX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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7eb5f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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G7pKohUaXXAshhBBCCCHEje6O5n5MH9SOlgEe2Ou2lp1oIDfkVlxCCCGEEEII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\n5tFHH+03LOef//wnGzZsoLGxkf3797Nv3z7CwsJwcnIyORPujnKKur1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5cuUKDg4O0pvU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SE8PFy8H0lISMCJEydQWVkJp9MJh8OB5uZm7Nu3D3a7Hb/85S/9OqX8brEs/DbCD0xMTIxYDjlp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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x84fa0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CCCGEkCqiopoQQgghhBBCCKkiob4TqIjHjx9j3759iI6Ohrm5Od566y0MGTKk\nUm3ExMRg7969ePz4MRo1aoQWLVpg3LhxcHFx0VHWhBBCCCGEEELqu1rfU52QkIC1a9fC1NQUc+fO\nRadOnRAUFIRLly5VuA2JRILVq1dDKBRizpw5GDduHBITE/Hll19CLpfrMHtCCCGEEEIIIfVZre+p\nPnLkCGxtbbF48WLwPI8ePXogPT0dR44cQb9+/SrUxp9//gmpVIrFixdDJBIBAKytrbFu3TrEx8ej\nSZMmurwEQgghhBBCCCH1VK3uqVYoFIiIiECfPn3A8/+kamFhAYlEgpiYmAq1wxiDQqFARkaGcltW\nVhYAoFGjRtWaMyGEEEIIIYQQ3fD29oaLi4vGnz/++EN5XHJyMqZPn47WrVvDw8MDK1euRH5+vsY2\nMzMz4eHhARcXF5w5c6bSOWndU52RkYGQkBA8fPgQOTk5mDZtGjw8PAAAf/31F8zNzdG0adMqtZ2c\nnAypVApXV1cAgFQqRUBAACIiIgAA8fHxcHNzK7cdb29vHDp0COvXr8ecOXNQUFCAoKAgdO/eHXZ2\ndlXKjRBCCCGEEEJIzdqyZYtacRwaGoodO3bA3t4eAFBQUICxY8cCANavX4/ExER8++23yMzMxHff\nfafW5tdffw3GGDiOq1JOWhXVr169wooVK5CRkQGxWAypVAqpVKrcf/HiRRQUFGD58uVVaj87OxsA\nYGJigqSkJGzcuBHZ2dlYsWIF1qxZg5ycnAq1Y2FhgVWrVmHLli1YuXIlAKB79+74+OOPq5QXIYQQ\nQgghhJCa5+Pjo7YtODgY3t7eys7cw4cPIyYmBr///rtyYmpDQ0P4+/tjwYIFaNasmfLcZ8+eITg4\nGKtWrcLnn39epZy0Gv59+PBhZGdnY+nSpdi0aZPafmdnZ8THx2sTAgBw9+5dLFu2DDzPY/369Wjb\ntm2l23jy5AkyMjLg4eEBMzMzRERE4Pbt21rnRgghhBBCCCFEP2JiYnD58mVMnjxZue3cuXPw9fVV\nWenJ2toajDG1Ca9Xr16Nnj17YtCgQVXOQaue6r/++gu+vr7w8vJCamqq2n4TExNlb3NVGBkZASgu\n3j09PTF//nyIxWLlvdGmpqYVaic8PBy7d+/GxIkTMWzYMOTl5WHjxo3YsWMHWrRoUaUh4GZmZmCM\nVfo8TUQiEaysrKqlLYqp35gN4RopZv2JRzEpZl2LRzEpZl2LRzEpZl2LVxdjbtiwAXZ2dhg3bhwE\nAgEA4NHsn1GCAAAgAElEQVSjRxg/fryyzQ0bNmDt2rUQCoWIjY2FlZUVRCIR/vzzT1y/fh2hoaEQ\ni8UAimtYMzOzSuWgVVGdm5sLR0fHUvdnZmZqVXg6ODiA53l07NgRS5cuVY5xL5mgrORe6/Jcu3YN\nTk5OGDZsGIDiYn3OnDmYN28ewsPDMXjw4ErnlpWVhaKiokqfp4mVlRUkEkm1tEUx9RuzIVwjxaw/\n8Sgmxaxr8Sgmxaxr8Sgmxaxr8epazPz8fOzduxcffvghMjMzldvT0tIgFosRHx+Pjz/+GBcuXMDq\n1atx8uRJJCcnQyKRwNzcHEuWLMGECRNga2urHGGdk5ODrKws2NraVjgPrYZ/29nZITY2VuM+xhju\n3btXqWT+TSgUwsPDA8nJySrF+cWLF+Hg4IDGjRsrt4WHh+Ojjz7C0aNH1dqRy+Vq61GXzCZe1ZvR\nCSGEEFI1jx49wkcffQRPT0+4urqqzHESHx+vcUbXVatWqbWTlpaGtWvXwsfHB02bNkXXrl1r8jII\nIYTo2aFDh5CXl4dx48ap7YuNjcXw4cNx69YtBAcHY+rUqSq13/fffw+JRILFixdrnYdWPdV9+/bF\n/v37cenSJbRr1065PS8vDz///DNiYmLw9ttva5XgqFGj4O/vj40bN6J3796IjIxEaGgolixZonLc\n+fPnkZqailOnTsHPz09lX/fu3REaGorNmzfDx8cHBQUFOHv2LCwtLdGjRw+t8iOEEEJIxV26dAkf\nfvgh2rRpgwULFsDR0RHOzs5qxy1fvhytWrVS/v7v0Wnx8fEYOXIkFAoFpk2bhubNm8PExETn+RNC\nCKk99uzZg4EDB6qNnjYzM8O+ffvQtGlTnDx5Es2bNwcASCQStGzZEhkZGdiwYQNmzJgBmUwGiUSi\nvMU4JycHEokENjY2Fe6A1aqofuutt/D8+XPs3LkTBgYGAIDt27cjPz8fjDG4ubnhnXfe0SYE2rZt\ni0WLFuHQoUPYvn07HBwcMH/+fHTp0kXluF69euHhw4fo16+fWhu+vr6Qy+U4c+YMdu7cCbFYjDZt\n2uCTTz6p9Hh5QgghhFRNTk4O5s2bh1GjRmHz5s3KUWOaeHl5wdvbu9T9CxcuhKWlJY4ePQpzc3Nd\npEsIIaQWu3btGp4+fQp/f3+1fe7u7hCJRDh9+rTy34jc3FzExsZiypQpePjwIdLT07Fx40Z89dVX\nyvM4jsPChQuxaNEiREdHV/h2Y62Kap7nMX/+fPj4+OD69euIj48HYwzu7u7w9PTEgAEDlMW2Nrp2\n7VrukC4fHx+N06uXeOONN/DGG29onQshhBBCqubo0aOQyWT44osvyiyoy/PkyRPcvHkTBw4coIKa\nEELqqf379yMgIADz589Xrjn9usDAQDRr1gy9evVS29enTx9s2bIF2dnZyn8nDh8+DAAYOHAgTExM\ncObMGWRlZSnPefXqFT766CMsXLgQPj4+cHBwqHCuWhXVJbp164Zu3bpVR1OEEEIIqadCQ0PRvn17\n5SgxuVyunKn136RSaan7b9++DQMDA+UtXDKZDEJhtXykIYQQUksEBgYiPj4eu3btUiuqY2NjcenS\nJXz22Wcaz50wYQJ++uknfPDBB5g7dy5SU1OxZcsWTJ06VXnLUZ8+fVQmRyuZqKx169bo1atXpTqH\ntZqo7HVSqbS6miKEEEJIPRQbGwuFQoFJkyahbdu2aNKkCYYMGYJ79+6pHTthwgQ0bdoU3bt3x4YN\nG5Cfn6/SjoWFBVasWAEvLy+4ubmhc+fOOH78eE1eDiGEEB3y8/ODiYkJ3nvvPbV9e/bsgVgsxpgx\nYzSea2FhgcOHD8POzg7Lli3DTz/9hDlz5mDlypVlxqzqJNZafa1bWFiI/fv34+rVqzAwMMDOnTu1\naY4QQggh9VhmZibS09Mxbtw4TJkyBTk5Ofj2228xceJEXL9+HSYmJrCzs8OJEycAFC9feefOHezc\nuROxsbH44YcflNslEgny8/Oxdu1aiMViHDp0CB9//DGaNGmCzp076/MyCSGEVINZs2Zh1qxZGvd9\n9tlnpfZSl2jZsqVyyHdFuLi44MWLF5XKsYRWRfXu3btx6dIlODo6om3btto0RQghhJB6TiAQYMSI\nEVixYoVym7u7OwYMGIDr169j8ODBMDAwUJlHpX///hAKhQgICFD2VvM8Dzc3NwQEBCiP6927N0JD\nQ/Hf//6XimpCCCE1SquiOiwsDF27dq2Wtb0IIYQQUr85ODggNTVVZVuTJk0AAElJSaWe5+rqCoVC\noSyqNbUjFArh5OSE5OTkas6aEEIIKZtW91TL5XK4ublVUyqEEEIIqQ/2798Pb29vHDx4UGV7ly5d\ncPv2bZX7o2/fvg2O49CmTZtS2zt79iyaNm0KKysrZTtZWVkIDw9XHiORSPD06dMy2yGEEFJ3ifJz\nIZKkVNtPXvTTf37Pz9UqN616qr29vXH16lW89dZbEIvFWiVCCCGEkPqhtBlbx48fr9w2YcIEZGZm\nYtu2bRg0aBC6d+8OAIiKisKdO3dgaWmJ9PR0nD59Gjdu3EBwcLCynZ49e6Jdu3aYPn06Pv74YxgZ\nGWH37t2wtLTE9OnTa/x6CSGE1ID8XEiXTtNJ0+KvdgGNjKt8vlY91ePGjQPP89i0aRPN/k0IIYQQ\nAKXP2Ork5IT9+/eDMYalS5di27ZtGDNmDHbs2KE8JiEhAcuXL8eHH36ItWvXwtTUFBcvXoSvr6/y\nGI7jEBwcjM6dO2PDhg1YtWoVmjRpglOnTsHYuOofigghpC67desWXFxcVH4aN26sMpm0n5+f2jEl\nP0eOHFEel52djcWLF6Ndu3Zo3bo15s2bp7L8FFGlVU/1gQMH4OzsjLCwMCxZsgT29vZqx3AcpzIh\nCSGEEELqt7JmbO3cuTNOnjxZ6rm9e/dGVFRUuTHs7Ozw448/VjlHQgipjziOw9dffw1ra2vltpYt\nWyr/f/ny5UhPT1c5JyoqCmvWrIGDg4Ny24cffojnz59j1apVkEql2Lx5MxISEmjpwlJoVVSfP39e\n+f8pKSlISUnROiFCCCGEEEIIIVXTs2dPODs7a9zn5eWltu3SpUtwdXVFr169ABTXeLdu3cLx48eV\nqzE4ODhg2rRpuHbtGnr37q0899atW3j33XdV2uM4DitXrsTMmTMBAPHx8fD29laLO2XKFKxZs0Zl\nW1hYGFauXIn79+/j9u3bpV5HbaNVUX3o0KHqyoMQQgghhBBCSA3KycnBsWPHMH/+fOW2U6dOoXnz\n5irLG5ZMFHnx4kWVohoov3e8xPLly9GqVSvl766ursr/T0lJwZIlS3D06FEYGBiA4zjtL64GaVVU\n15THjx9j3759iI6Ohrm5Od566y0MGTKk0u2kpqbixIkTiIiIQEZGBlq2bInVq1frIGNCCCGEAECu\nnENekaLa2ktLzoBCzgAARiIexgJWbW0TQkhdxxhDfn4+FAoFeL786bMOHjyIoqIilTkw7t+/j7Zt\n2yp/379/P1auXAmhUIgnT55obKes3vESXl5eGnusASAkJAS//fYb1qxZg1evXmHr1q3l5l6bVGtR\nnZOTA57nYWRkVG1tJiQkYO3atWjfvj3mzp2LyMhIBAUFwdDQEP369atwO8+fP4e/vz/Mzc0xfPhw\n2NnZwczMrMp5pRcw5BdWzz/k9AGhYaEPmISQhiSvSIFpxx7rpO1do1vBWFC3ejMIIUSXOI5D3759\nwfM8XF1dMXbsWMyaNQsCgUDj8Xv27MHw4cNhaWmp3JaWloZWrVpBJpPhs88+w969ezFnzhzEx8cj\nOjpaJ3m/99578PX1hbW1NbZs2aKTGLqkdVGdkpKCgwcPIjw8XLnupKWlJXx9feHn56f1UltHjhyB\nra0tFi9eDJ7n0aNHD6Snp+PIkSMVLqoZY9i6dStatGiBJUuWwMDAQKucAMD/Ygwep+Ro3c6/lfYB\nQR+FGBV/uqGPD5gN4fVT3fEqEpPoDr3/EEIIIZXTvn175URiGRkZuHLlCr788ktkZGRonDj64sWL\niImJQUBAgNo+iUSCsWPHIiIiAt9++y1Gjx6NefPmaYxb0d5xqVQKuVyuscA3MjJSGT5e12hVVKek\npGDZsmXIycmBg4ODcphAXFwcTp06hb/++gv+/v5V7rlWKBSIiIjA6NGjVZ4gCwsLSCQSxMTEwM3N\nrdx2IiIikJSUhGXLllVLQa0P+ijEqHeh/mgIrx9dxistpj40hC9IAHr/0RX6soLUNQ3lPY+Q6mBi\nYqJyH/TAgQORm5uLI0eOaCyqd+/ejXbt2sHT01Nlu7m5OU6fPg0bGxscPnwYnTt3BgCkp6er9GiX\nqGjv+IQJE8BxHBwdHTFy5EjMnz8fjRo1qo5L1zutiurDhw8jNzcXc+fOVbth/dKlS9i5cyeOHz+O\nDz74oErtJycnQyqVKm9il0qlCAgIQEREBIDimeQqUlQ/evQINjY2ymniS/uGhOiXLnsa6R9OogsN\npdhsKAVuQxhd0VCey4aiPr1m6T2PEN1o0qQJcnNz1bZHRUXh6tWr2Lhxo9q+Vq1aITIyEiEhISr3\nST948ACjRo1SObYiveN2dnY4ceIEACArKwt37tzBzp07ERsbix9++KHarlWftCqq7927Bx8fH7WC\nGgD69euHR48e4fbt21UuqrOzswEUf+uSlJSEjRs3Ijs7GytWrMCaNWuQk1Ox4ddJSUkQi8XYunUr\n7t+/j+zsbDg4OGDq1Kno2LFjlXIj1Y/+4SR1Db1+6hcaXaE/PAeM8XTB9J5N8Tg5B3MOR2jVXkP5\nwrQ+vWbr0uuVEH3bv38/AgICMH/+fIwdO7bU42QyGS5cuIDu3bur7QsKCoKZmRlGjhyptm/gwIE4\ncOAAEhMTlUX1+fPnkZqaiqFDh6ocW5HecQMDA5Vj+vfvD6FQiICAAOTn59eL3mqtiuqcnByVqdD/\nzcnJCTdu3NAmBADg7t27OH36NKytrbF+/fpKj7fPy8tDSkoK2rRpg9mzZ4MxhpCQEGzatAnffPMN\nbG1ttc6REEIIIZXXubEFFvdvCTcrIyiqqVZtKHNXEELKpo/RFTUhMDAQ8fHx2LVrl0pRfffuXTx7\n9gympqZISUnBoUOHEB0drTbxV0nR+95772ksaEePHo3169dj1qxZWLBgAWQyGb7++msMHjxYORS8\nLKX1jr/O1dUVCoWCimoAsLa2RmJiYqn7X7x4odVM4CXnHj58GJ6enpg/fz7EYjEyMjIAAKamphVq\nh+d5tG3bFtOmTVNua926NaZPn47Q0FAMGzasyjlqjMcBE7s1wYj2jrAzNUR0Wh42X3yCuwmZ5Z8r\nEMDKykJte1pyRrXmWBtjNoRrpJi6i6nLePqIWVseV4qpu5j0mi02y7cZ8ovkmLzvDr56u32NxNRG\nWTF1VcgHjmmLxrbq9zHWp9dsbXsuazpmUkYOsgtk1RZHkpwJhuL5iEwNhXCwMKm2tksjEomUaxmX\npqavUx9/l9VN0+M6ceJEbNiwAVOmTFHZFxsbiyVLlkAmk8HW1hZvvfUWjh49CkdHR5XzDx06hNzc\nXMybN0/jcyYSiXDmzBksXLgQa9euhVgsRocOHRAZGYlTp05h0qRJpeYrk8lw+fJl+Pr6lvl6uHjx\nItzd3eHu7q52nSVFtrm5uUobeZlppbanLYFAANPXYlV2nWytiupu3bohJCQE7dq1wxtvvKGy748/\n/sCNGzfQo0ePKrfv4OAAnufRsWNHLF26VHlxMTExAFBmL/nrrKys1KZ/NzExgbGxMdLT06ucX2km\ndW+Cid2aYPcfMUjOLoBfJ2ds9euId3/6A6k5hWWeq5DLIZFINGzX3TdhtSVmQ7hGiqm7mLqMp4+Y\nteVxpZi6i0mv2WKfhTzAyyxpjcbURkOO2RCuUV8xM6VMp6MrDBTqnz+ruxeXFwigkMsBlD66oqav\nUx/PZU08rhMnTsTEiRMBQCWHESNGYMSIEWpt/DvP9957T7kutaZrsLKyQqNGjfD9998rtw0YMAAv\nXrzA1q1bMXz4cOV2Tb3jUVFR2LRpk7LtqKgo3LlzB5aWlkhPT8fp06dx48YNBAcHK4+RSqU4ePAg\nAODmzZsAgP/85z/KVaXc3d0h+t/joAvyfz2fIpGoUqOZtSqq33nnHYSFhWHHjh345Zdf0KRJEygU\nCiQkJCA+Ph5GRkYqC4lXllAohIeHB5KTk8EYUxbVFy9ehIODAxo3bqw8Njw8HIGBgejTpw/8/PxU\n2mnZsiWuXr0KiUSi/LYjMTER2dnZFS7MK+NoRAJuPE/Dk/8tuRUaK8GZ2T3xZmt7/HznRbXHI/VL\nG3tTfDqgJZrZGKNIzvAsNQc/3ohGeLxue7UIIUQfqlpQE0K0Q/fI60Z9fVz9/Pzw7bffqtV2Dx48\nwIoVKyCTyWBjY4OBAwdi165dsLe3Vx6TkJCA5cuXo7CwEBYWFujVqxcuXryIpk2bKo+JiorCypUr\nVXqIS4atb9myRdmjXVtpVVQbGxtj/fr1OHjwIG7cuIFbt24BKL4ZvXv37hg3bpxyxu2qGjVqFPz9\n/bFx40b07t0bkZGRCA0NxZIlS1SOK7l5/tSpU2pFtY+PDw4fPow1a9Zg+PDhUCgUOHXqFJo1awZf\nX1+t8tMku0CG7NfWsE7PK0J6XhGczOv+/QJE90RCHjejJfj5zgsIeQ7verrgm9Ed8H5QKBIz6cMn\nIYQQQgipWbNmzcKsWbPUtr///vt4//33yzy3d+/eiIqKKvOYXr16IT4+Xqsc9Umrohoovu956tSp\nmDp1KrKysqBQKGBmZlbmwt+V0bZtWyxatAiHDh3C9u3b4eDggPnz56NLly4qx/Xq1QsPHz5Ev379\n1NoQi8X47LPPEBgYiN27dyuL/g8++KDa8iyLgYCHqaEQr3ILdB6L1H33EjJx77X77/+MS8eZ2T3R\nubElEjNf6jEzQgghhBBS2xTKBZAWVd9Q99zkLMjlxTWSWMTBQKC7Ydf1hdZF9evMzMyqszmlrl27\nqkzDromPjw98fHxK3e/k5ISVK1dWd2oV8paHA0QCHpefpOolPqkfcgurb2KP2mZoOwd8PqQN8grl\n6BtwTd/pEEIIIYTUGdIihm9O6OYW0wWjGsNAoJOm6xWtiurc3Fzk5+fDxsZG4/5Xr17ByMhIqxnA\n6zonczHm9GqOU5EvESPJ03c6pI7gABiKeNgaG+LjPu54mpKDq89e6TstnTAU8pjj2wxZUhmEfMO8\n/4oQQgghpC5RyAWQFVVfe6nJOZDLi6t3oQjg61jvuFZFdUBAAFJTU9XWPiuxYcMGODk5YdGiRdqE\nqbOMDQTYMqoDUnMK8M2lp/pOh9QhfVra4ssRHgCAgiIFVpyOhLy6FnCtZaZ0bwIG4L/3EjG6k7NO\nYw1r54DPhrRR2cYYsOxkJC4/pZEkhBBCCCEVISsCzv1XN0tcDXrbus71jmtVVD9//rzMib46duyo\nnLysoRFwHDaNbA/zRiJM+TkMeUV169sWol93YtMxfX8YzMQi9Glhi00jO2Dt2Yc4/XeSvlOrVg5m\nYozv6gr/sw/RxKpmRrQwBiw8fhfF4wGKPUzOqpHYhBB1XVwt0dS6+O/f2EAAO1MDvOtZ/AXbkYgE\nfaZGCCGEVIjWw78tLUtf9NzMzAxZWQ3zw+rKwa3RxsEMMw+GI6meLxfSwckME7s1QUdnc5iKRdj9\nRwx23ogu/0RSquwCGe4lFv/tXH+eBiMDAab2cKt3RfXHbzTHw+RsnH+Ugmk+bjUW92a0+pqMhBD9\nGNrWAUPb/bNSiKlYhEX9WgKgopoQQkjdoFVRbWpqiqSk0j/kp6SkwMDAQJsQddJUbzcMbeeAQ2Hx\nsDUxhK2JoXLf/cRMZEnrz4RTIzs4YdmbrXAnLh0BV6MgyStEHN07Xu2epeaiZzNrfadRrTo6m6Nv\nC1tM2ndH36kQQvTI/+xD+J99qO80CCGEkCrTqqju2LEjrl69in79+qktyJ2WloYbN26gRYsWWiVY\nF3VtYgnGgDFeLhjj5aKyb/ahCETEZ+gps+rlaCbGpwNa4qdbMfiReqZ1qkdTK0S+rF+jPhb2a4HT\nkUl48tqa7jXFUMijQKao8bik+txe3LfUfSN23kRyNi1hSAghhJCaoVVRPXr0aNy+fRtffPEFhg4d\nCg8PD8jlcsTGxiIkJARSqRTDhg2rrlzrjNmHIvSdQo1419MZKdkF+OlmjL5TqVd8mlrDvJEQeYVy\nWBsb4M3W9mhlZ4qZB8P1nVq1Ge7hCDcrI3xx5gHMxcVvQ41ExTNSmIuFkCkYcgt1Nw/BtflvQCZn\niJHk4khEAn65l6izWEQ3Fhy7p7atfytbDGxlX69GAxFCCCGk9tOqqLa3t8eKFSvw3Xff4b///S/+\n+9//KveJRCJMnjwZnp6eWidJaqeOLhYIf5EBOSuelZrngHo6QXWN6trEEn6dnCHgOWTkFyEsLh2T\n9v2J6LT6M6ze08UChkIBDk7prrbvt496ISwuA3MOV/+XU9efp2HGgTCA42BlJEL/lnZY9mYrCHgO\nx/6iezfrkpvR6jOOfvRGc/z2KBn5NDEkIYQQQmqQVkU1ALRs2RJbt25FZGQk4uLiIJPJYGNjgw4d\nOsDMzKw6ciQV1MZUhjdsimBtwJAj4/A0R4CLqSIUKHSz9q+LeSNk5hVhxxhPtHU0hVgoQPiLdKz7\n7TESMvJ1ErMh2HrlGbZeeabvNHRqT2gszjxQnY9hWDsH9G9phwXH7yK7QDc9jZn5RbiX/8+iilee\nvoKNiSGGtXOgorqO69zYAs2sjeH/K92bSwghhJCapXVRDQA8z6NDhw7o0KFDdTRHqqCFiRzvOhfi\nD4kQV17xsBQx9LYpgqGA4USiYfkNVIGpWIhW9qY4cTcBu/+IgY2JAWb5NsPmke3xflCoTmKS+iFW\nkofYf01o18nFHHLGEPaiZuccSMzMRzsH+gKwrnuvc2M8Ts7Go+RsfadCCCGEkAamWopqon8dzGV4\nkc/jt5R/ZlsXCxi6Wuru3kK5guFg+AvsDY1TbsuWyrB5VAe0tDPRywRURDue5jL0tCmCuZDhVSGH\nCykGiMoV6DstnTE2EKCLq6XGocSk7rA3NUSvZtZYd+6RvlMhhBBCSAOkk6L66dOnyMnJQdu2bWFo\nqH0v6ePHj7Fv3z5ER0fD3Nwcb731FoYMGVKltpKSkrBw4ULI5XJs2LABzZo10zq/2oADYCxgANj/\nfiv+XSrXzdBvAEjNKYC1seqSaQmZ+eA4wMbYEE9ARXVd4mNVhL62RbgpESKlgEdrUzneb1yA/0SL\nkVzA6zz+rpsx2KXjSe+6uFrCysgAUpkcDqZijO7kBA6czuMS3Rrj5YKcQjl+e5Si71QIIYQQ0gBp\nVVQHBQVBKBTigw8+UG4LDAzEuXPnAAAODg5Ys2aNVvdWJyQkYO3atWjfvj3mzp2LyMhIBAUFwdDQ\nEP369at0e8HBwRCLxcjNza1yTrXRXxlCvN+4AGNdCnEmSYTWpnJ0spDjbLJIZzHvJWbCu4mVyrZO\nLhZQMIbnafXr8a3vRBzDG7ZFuPZKhN/Til8zf2cJMaNpPnysi3R2C0FN82psgUndmoDngJScApx/\nlILdf8TodKZxolsGAh4jPBxxOvIlCuW0TFpVcGDoZinDG7ZFSJLyCI4Tq+y3NlBgiH0hGhspUCDn\nEJ4hwJVXIpR8gUsIIYQ0dFoV1X/88Qe6du2q/D0uLg7nzp1D69at0blzZxw5cgRHjx7F1KlTqxzj\nyJEjsLW1xeLFi8HzPHr06IH09HQcOXKk0kX1/fv3ERERgQ8++ADBwcFVzqk2epYrwIlEAwx3LMQn\n7nJwAM6niHAnXXdF9aGweASO74wt73TA2QfJcDIXY1L3JjgUHo+kLKnO4pLqZ2uogJADYvJUe6Sf\nZAvgaVF/Cs4fb0TTmur1zNB2DjARC3GcJpqrEjcjOQbbF8LGkIFpWL2hkYBhUhMp0gt5nEw0gL1Y\ngV42MnAccDnVQP0EQgghpAHSqqjOzs6GldU/PZXXrl0Dz/P45JNPYGVlheTkZEREVH1ZHIVCgYiI\nCIwePRo8/8+HfQsLC0gkEsTExMDNza3CbQUHB6Nv375o2rRplXOqrTgwNDOWgwfwJEcAd2M5ulnJ\n8CxHgNRC3QzdfZicjcW/3MecXs3w2ZDWkOQWYdfNaPx854VO4hHdkco5cACMBKqfqrNkPEyEMvBg\nUFCvFKmF3vV0xp+x6XhBKw5USV/bIhQxDrtiDDHGuUBtv49VEXgAP78wRKGCw9/ZgIgHvK1kuJEm\nQqGOVpcghBBC6hKtimqO48Be+2r7zz//ROvWrZWFtr29PdLSqj4BUHJyMqRSKVxdXQEAUqkUAQEB\nykI9Pj6+wkX1hQsX8OrVK6xatQrx8fFVzqm26m9XhHZmcuyJM0R8vgC2Bgp84FqAMS4F2P5cDF0N\n07vxPA03ntMkT3WdpIhDWiGHPrZFyJTxyCzi4CRWoIN58UR3Qh4opJG1pJbxamwBd1sT7LxxX9+p\n1FnHEw2QWVT6F6+tTOV4kC1UKZ7zZByEHNDUSI7HOTTfKWkYyrtNAgDam8kw0K4IMgYERDXSQ5aE\nEH3RqgvT3t4eUVFRAICIiAgkJSXB29tbub+oqEilh7mysrOLl0YxMTFBUlISli9fjqdPn2LFihUA\ngJycik2ElZeXh8OHD8PPz6/erp3d0VyGu5lCxOcXz9ScWsjjcqoIVgYMtgYaxvQRooLD8URDGPDA\ndDcplrTIx2jnAuVXMVRQk9pojKcLkrMK8PuzV/pOpc4qq6AWcAzWBgzJ0uJ3Ag4MwxwK0ce2eK13\nW0P6t4U0DG5GcsxsKsVA+yKINPRR2BsqMKWJFCOdCiEW0N8FIQ2RVl8x9+zZE4cOHcLnn3+OuLg4\nmJiYoFevXsr9mZmZMDIy0jrJu3fv4vTp07C2tsb69ethbW1dqfMPHz4MU1PTKs8YXhfwAISc6ht5\nSbp7R7cAACAASURBVB1Eb++kIl5KeXwXJYadIYOcAemFHPraFsFM9M+M8oQA5ffYdLYoQjdLGawM\nGDKKOFxIEemkR/P/TkZWe5vkH40ExX/5+XIORgKGMS4FcBQrcDTBAIPti9CIigfSQJR7m4R1EYwE\nDPviDNHLpggWIvrbIKSh0epTzogRI5CQkIBbt27BwsICs2fPVimio6Oj4ezsXOX2S9o6fPgwPD09\nMX/+fIjFYmRkZAAATE1Ny23j5cuX+O233zB79mzljN8l/83Ly0N2dnaF2qkpvEAAKysLte1pyRll\nnvcwW4hOFjLkyQoRL+VhIWLoaV2E6Fwer8q5p7qqMbWhKWZNx6OYmnBIKfingHYzViA2j14/+ohZ\nWx7Xf8csb2Kr9mYyDLYvwi2JEMlSHu3N5RjjUoj/xPBIkqq/lmrrddZEzLrymnUUK/CmfXHvdGBM\n8RJ7g/73e3nxqhqzoihm/XnN1pZr1BSzvNskLqSIkCvjoACHXlD/26hKzOrUkGM2hGsEgNzkLJ3F\nFAh4jTFTk3W3dK5AIICVlbna9rxM3d1yKhAIYPraXGEcV7kOJa2KaqFQiHnz5mHu3Lkah3nPnDkT\nYrH6PScV5eDgAJ7n0bFjRyxdulR5cTExMQCgvNe6LI8fP4ZcLse2bdvU9q1ZswYAcOjQoSrnWN0U\ncjkkEomG7WV/6/lrsgi5cqCdqRxdrWTIkXG4lynEtVflz/5d1Zja0BSzpuNRzLJ5msvgJFbg16Sy\nl9OqLdepy3j6iFmZx7WsnmNzkQIjHQvhIC6eai61kMeNNCEeZau//VckZnk9Nn9nCZBZZIi4/92K\n8jBbgEUt8uFpLsOvUvXZomvL60cfMWv7a1b6v4n/faxlSJTyOPjCELny4n+HGwkY8uSqHzhqy+NK\nMXUXsyFco6aYZRXUAJAtq/itjrX5OutjzIZwjQAgl+tmUuLithWlxBToMKbm6xTJdbcizb9jikQi\n2NraVvj8ahmPV9p90y4uLlq1KxQK4eHhgeTkZDDGlEX1xYsX4eDggMaNGyuPDQ8PR2BgIPr06QM/\nPz/l9k6dOmHVqlUq7cbExGDv3r2YNm0aHB0dtcqxtpAzDpdTDXA5Vd+ZkLrKzlABC5ECJkLA3USO\nViZyXE4VIVGquzdNor3yeo4FHBCfzyMsQwgFAzqYy/CucyF2x3LKORgqo7weGwU4ZUFd8ntaIQ8L\nEd2YX9fIGIdMGYc8GbA7xlC5AoC1gQIiDkgp0N2HOEIIIaQuqfXTdo4aNQr+/v7YuHEjevfujcjI\nSISGhmLJkiUqx50/fx6pqak4deqUSlFtYWEBCwvVIQslXwI0b94czZo10/1FEFIHeFsVob2ZHHly\nDvH5PPbGGSImjwrq2q68nmNJIY+Lr60n/ChbgE9b5sPdWF6lorq8HhtNTIQMqVSA1UlROQK0NpWp\nrADgZSGDVPH/7N15fNTVvfj/12e27OtkX0hICGQlC0nYQYIgcq0ogm3dqNq6tv3ppcttbb9t1et9\ntN5Hr7Z6vbYWqaIFBGQTKJGtrAJZCCEQIAtZSEIge8Jkts/vjzhjQgKTZCYL5Dwfj/voNTPMe86Z\n7XPOeZ/3gbJ28ZoKI6M/lbgBxrmY+F5EJzLw5nkXdOIIOEEQhsioH1THx8ezcuVK1q1bx7vvvktQ\nUBAvvfQS6enpPe43e/Zszp49S1ZW1gg9U0G4vW2tcWJrzUg/C2GgbK0c38iymN05TBeX0W4mvNUy\nRX2kmwsjL9LVhL9T12jZSSHjoYIMn649oSca1Ry5piLJy8ij4Z2caFQR4GRmqq+Rf9apMcpigCIM\nP1vZOd+QWRSk57oJnMX8sCAIQ+y2uMrJyMggIyPjlveZMWMGM2bM6NfjxcfHj6p91IIgCIPVvwG1\njFrq2gc728/IdbNEfvPQf/07KbqOYCptV1DSLq5qR6PJXkaSvb7Zo+aslFkU+M2gusGgYE2FEwsD\nDdwfrKfVKPHPOjUnGm3X6xCEoWArO8ci1cuEr1rm0DU18/xvXTxMEATBXrfFoFoQhtOt0soiXE2s\nGNfzR1wGsq+oOdYgLjKF0SnYWeYHkTqg66i9HbUarpuGdpVRgcy3wzpRSbClpneBMmF06E+GSuV1\nJX8rF5MiwujQn+wctSQzL0DPwWtq2owio0IQhKEnBtWC0E1/0spkYGuNhvZuP9T1evGjLYxe9Z0S\nqy454ayA8W4mFgfp8VDJHOjH6QCDdX+wnhBnM3+vcB5QZVxBEIRb6U92zlw/AwazxNFrKpK87K8W\nbGubRIiziVCXrts9VTIahWy9Pb9JhUFslRCEO54YVAtCN/1NKytrV9AiBgrCbcIof1Pp+2K7ElmG\nmVoD/7qqQsbxF3t3+elJ9DKxttKJmj7Opr5d9KcYkr+TmVlaA+PdTLgp4XSzks01tz6GThCEoeOj\n7tr3v6FaY61Yby9b2yRi3M3M8euZYm65vbhViUGslgvCHU8MqgWhm4EWfRKE21FdpwKl1FW85/oA\nF3FsrdgkeRqZ42eksEWJJEGM+zcBanXSbbNq3Z+slQluJr4d1kldp4ID9WpajAqaDeLiWRBG0oJA\nA5c6FBS3Oe4S19Y2iQNX1UOa+SMIwugnBtWC0E1/BtQSoFZAVyK4uIAWerrV6uaPo6/jre57hLb6\nklOP852H0gR3E00GaVD7qm2t2Ix3MyEDCZ4mEjx7jti31GgoaL49BtW2slY0CpmloZ2cblGytUaD\n+C4QhJEX6WpikruJjyqccFF2fddqFF3/66qUkRm+kw8EQRhbxKBaEAZIBl6I0iEDjfquKspHrg1N\nGq1we7G1urmlRoP6hrdJhKuJGVojrYNMD7S1chzuYsJXI6MzgasKJrqbiHE3sb5qcMXDbK3Y3ClH\ns9nKWkn2MqIA/lknBtSCMFpEuHZ9F/ZVUPSH0TqaDBJ/KnEZgWcmCMKdTgyqBWEAanQKPrzUtV/S\nRdmV/pnlb8BFIfNlvahwPNbZWt281NF7JTrdpytVsXGQ2w5srRyHOJvJCjCglEBn6qrkvPqSk3WP\ntdA3W1kr4S5mLusU1lUvCVlMrAkjzlYdgAhXE3cHGAh0MnPdJFHeoeDLK+rbZluGLfnNSi519GzL\nBDcT07VG1lVpaB/iUw8EQRi7xKBaEAZAb5Z6DEYutCnRKGSSvY1iUC0MeE++j9pMjLuZDdWDf+/Y\nWhn+qlHNV+JMYYfz1cgYZfhOmI5xrmacFV2TbttrNbd1cTbh9mUrUybQycxj4Z0Utig5ck2D29fn\n1i8L1fPhpd5F+EYrW9k5zTccSe319ZabSx1KdCL1WxCEISIG1YJgp0aDAo3C/iM7hNvfQIvcZfoY\naTNKnGsVq8a3G2eFjKtKJrdRxYlGNRqFzBw/A4+E6/hziQt6cfEuDDNbmTJJnkY6TBJbulWnNyFx\nX5AeJ4V82+w1tpWdIwiCMBL6NahubGykuLiYoKAgIiMjAaivr6epqYnw8HCcnW+fGU7h9mIrlW2i\nu5EsfwNajUyTQeLgNTUFzcM3VyQhM9Hd1CvdTBBsUUldGQ5fNYj9+LcjM1DYouqRoXJVr+D58TrG\nu5ocWnlYEPrDVqaMJHUV7VJLsvXcZDeljFkGg3m4nqX9Blq34VSzilPDeF0gCMLYZPNbpqioiP/6\nr/9Cr9cD8K1vfYvHHnsMb29vysrK+NWvfsW6deuG/IkKY4+tVLZ4DyMPheo50aji4FUFkW5mHgjW\nc90kcaFtcCt/ttLKgp1N+GlkOs3groIULyO+GjNbysXEkjAwKd5GNArIbRIXe7ejVqOEu7LnF1Oj\nvmug4nGTCu+CMJRsZcqcalaR4WPk8XGdbKnREOhkZrafga8aVQ47z1kQBGGssnk1t2nTJl588UWS\nk5O5du0amzdv5pNPPuHRRx9l4sSJw/EchTHKVirbggAD+U1KdtV1rRSdaQV3lcwsrWHQg2pbaWVB\nTjKLg/QoJGg3ShS3KVlf7UTbICs3C2NXho+R4lblHVMgaKyp7FCQ7mNEJckYv171i3A1IwNXBrmn\nWkJmptZIqrcRT5VMvV5iZ62Gym51HLQaM/cG6gl3NdNpkshtUrL/qhpRgVyw5Uqngn9UOvFQaCcv\nROmQgOONKr68IuqBCIIg2MvmoHrixIlMmzYNgLCwMH74wx+yd+9e9u3bR2pq6pA/QYDi4mLWrFlD\nWVkZXl5e3Hfffdx7770Deoxjx46xZcsWKisr8fT0ZOnSpdx9991D9IwFR7hVKpurUsZLLVN+QzXl\n4lYl9wXrUUoyJnngF5m20srymlXkiTQywU5Rbib8NTK7asV7abSylbWS06Rimm/Xql9Oowpnpcws\nPwPFrcpBnzc+S2tkptbAwWtqmg0SGT5GHg3v5N1SZ1qNClyUMisidDTqFWy9rCHQ2cxsPyOSBPtE\noUShH8a7mXBWwsU2BeNczSR5GjnbquzzZAJBEASh/2xe0bm4dJ3nV1dXR2BgIABZWVnk5uaSm5s7\ntM8OqK6u5vXXXycpKYkXX3yRwsJCVq9ejZOTE1lZWf16jHPnzvE///M/LFiwgPvvv5/c3Fz++te/\n4unpSWZm5hC3QBisW6WydZq7zp10vSH9ssUoIQFeKpkGg1i5EUanTB8j1/QSZeJCdtSylbXSalTw\ncYUT9wQauC9Yj84M+U0q9tcPvlDSiUYVF9qU1HZ2ffeVtitZGXOdRE8TRxsUzPA1oAA+qXRCb5Y4\n0wpqBUzzNXL4mloURxNuKd3HwEytkc+qNZxrVeGh6qoG/nBoJ28Psrhef7IroKtI2oIAA0YZcU60\nIAh3JJuD6kmTJvHpp5+yZcsWXnvtNWvKd1paGkVFRUNepOyzzz7D39+fn/zkJygUCqZPn05jYyOf\nffZZvwfVsbGx/OpXvyIpKQmA6dOnU1payt69e8Wg+jZlkrvO15ymNVLbqaBOpyDAyUyGjxEAlcio\nFUaArdVNAG+1mRh3E7vrRJXa0aw/xZCqdUpWXXLcxIjOLFHb+c3ApsMk0W6U8P56j/YkDxNFraoe\ng58Oo4RKQhRHE2xK9jJR0q7gXGvX+6TVqGBnnYbHx3US4Woe1LYpW9kVgU5mFgfpCXMxY5IRW6UE\nQbhj9Sv9OzIyklmzZjFu3Lget8XHx/Pmm28O2ZMzm83k5eXx0EMPoVB8M0ry9vamoaGB8vJyazVy\nWywDaotx48ZRUVHhyKcrDLNtNRoeDuvkiXGdSIBRhqrrXe8T/W1UyVS4c/TnqJcMHyMGM+SLbQSC\nDUpJxlkp02qUUEoyWo3MVw1dgxIJmcVBBtK8uyYS/Z1kittG8tkKo50CUN4wpjXLXbvx+yoG2h82\nsyu0BlyVMmsqnJjtZ7BOEAmCINxp+nVVp9Foeg2oLQICAhz6hLqrq6tDp9NZY+t0Ov70pz+Rl5cH\nQFVVVb8H1TdqbGzE29vbUU9VGAFNBgV/KXPBT2NGkqBBL5HiZSTcxUyLSP0WRkB/Vjezr2jIFoWB\nhH5I8TKilOBsqxIXZdfg57pJwlUp83BYJ8HOZjZUa1gUaMBFKQYrt6KQ4InMCO5PCibAw4myax38\n957znKputt5naXIID6eGEebjQm2Ljj8fKOHAxasj+KwHxlamzNlWJfP8DdwX1ElJuxI3pcx0rZEr\nnRJlgzwW0lZ2xZdX1LQbJcxIzMZgZwsFQRBGL7uTZC9evMiqVasoKipyxPPpobW1FQB3d3dqa2v5\n5S9/yYULF3jllVcAaGsb3LR8ZWUl586dY+rUqQ57rsLIuapXUN+pwCRLRLqZqdYpxPEggiDc1rzV\nZuYHGMhvVnJN/81PdbCzmWfG6/BWy6wqd+ZsqwoxnLZtxdQIVkyNYHPBZV7bdQ6dwcTby5Lxd++a\n4FoUF8jKrIkcuHiV3+04y6WGDn6/JIlJAe4j/Mz7b7KXkUWBBhYFGnBWgq9Gtv43wKFrKrKvqAl3\nNfNAiJ6ZfkbK2hWsqXQaVGHPvliyKyxp3q1G8XssCMLYYHf+4Y4dOyguLqa4uJjf//73jnhOvZw6\ndYrt27ej1Wp544030Gq1g34so9HI//7v/xIaGtrvPdnC7SHazUSch4lN1WIVUBCE25eTQua7YZ20\nGCT++fWRgbqvdxXM0Bq5rFOwttKJdlPXYMVFKdNhEgOXW9mQV83h0mucv9I1GX/8UgM7np/JwthA\nPjlZSXbxFWpbdOR/vXK970I9O5+fybeSginec2HA8WytjAd7OvPbxXHE+LsjSRLl19r56HgF+y7U\nD7qNtjNlJI41qDnWMHT1HLpnVwiCIIwldg+qtVotv//97+ns7H2OsL1cXV0BWL9+Pampqbz00ks4\nOzvT1NQEgIeHx4Af87333uPy5cu8+uqrqFSjb0+jQqnE17d3Wvq1uqY7PuaN8Wylsvmqzfg5mXFR\ndhXpSfQykd+koqi19+s6WtooYg5dzKGMNxIxR0u/iphDF7OveBJdqd0uKpm/lTlbi5IZZYlmo0SH\nET4sd7Ku/mk1ZtRS1xnEg43pKKOlX/uK2dpppPXKN9ltjR0GGjsMhHh1VaI2mWXrgBrAaJapaLxu\nvX2gMVdMjeCJzAg+PFZOXWsny1JCeXtZMsv/doz6Nj1qpURBdTMb8y9jlmUWxwfxxv0JPPOPXE5f\nbhl0Ox1poO+f7tkVV/UDT4QcLW0UMe+smGOhjQDtdb2/NxxFqVT0GbO+bugKeSiVSnx9vXr9vaP5\n2pDG9PD1tf63JA1sstruUWVISAhVVVXExsba+1C9BAUFoVAoSE5O5uc//7m1ceXl5QA33ed9M2vX\nruXIkSP89Kc/JSIiwtFP1yHMJhMNDQ19/H3oEvxGS8wb49kq+pTkZWK2n4HrJqjRKdjw9TEh/Y3X\nV0xHEjFH9v1zu8ccLf0qYg5dzL7i3R+sJ8TZzN8vOdNs7DkwKWlTEuthRKX4phhjmrcRnRnK2nsP\nYsR79uY0SgUeTiqutt98QUDrpqH0avugYtpaGa9ovM67B0ut9993oZ49P5rNjPHaPgfVo6Vvbxav\nr+wKR8S7VUxHEDHv/Jg3xutPfQWLlFAv3v9uGrIMC989SIvOaDNeXzEd6WYxTaahO/bGZDLfJObQ\nZaSYbtJOtcnUx72HJqZarcbf37/f/97uQfXMmTP54x//SExMDNOnTyckJMTeh7RSqVQkJiZSV1eH\nLMvWQfWePXsICgoiPDzcet/c3FxWrVrFXXfdxbJly3o91t69e/n888/5wQ9+QFpamsOeozB0bKWy\nHbiq5sBVcSyRIAh3htlaA8leJr5qVOGhlvFQf3PxUNmh4Mg1FUleXUcWnWhUEeBkZqqvkX/WqTE6\naE/sWHFfYhBqpYJ95/tOt54e6UuwlzN7z18Z1OPbWhnv5etr8Ha9se/bR7GbZVcIwmhkK4uku5Xz\nJ9KiM+LhNPoyW4XRx+53yVtvvUVNTQ2nT59m/fr1eHt7ExcXR0JCAgkJCXYPsh988EFeffVV/vCH\nPzBnzhwKCws5fvw4P/3pT3vcLzs7m/r6erZt29ZrUH3mzBn++te/kpCQgK+vL7m5udbbgoODCQ4O\ntus5CoIgCIK9xruZkIFMHyOZPj0HV3+/5ETFdSVrKpxYGGjg/mA9rUaJf9aprce1Cf0T4uXMC7Oj\n2VZYQ3lDR6/b3Z1U/HzBJE5cauRoee+VksG42cq4s1qBl7OaJ6dF0nLdyLbCWofEG063yq4QhFux\ntWqcFubNe99J7fFvZBn+dOAin56sHFRMW1kkFvcnBRPm7cLfv7rEc7OiBtlCYSyxe1Dt5+fHz372\nM4xGI+fPn+fMmTMUFRWxevVqjEYjMTExvP7664N+/Pj4eFauXMm6det49913CQoK4qWXXiI9Pb3H\n/WbPns3Zs2f7LD5WVFSE2WzmzJkznDlzpsdty5cv73NlWxAEQRCG00cVzjbvU3ldyd/KRRGowXLT\nKPnjg5Opb+vkf/b2LkCmVEj8YUkSGpWCV3eedVjcvlbGYwM9+PvjXdcyZrPMH748T/P12+vYKVvZ\nFb4aM6EuXXsVPFUyGoVsrY2S36TCIDIsxrT+rBrLMry26yyNHd98Nsqu9d6W0V/9ySJxUSt5flYU\nq49duuUWEUHozu5BdXx8PJ9++ikTJ04kMTGR+Ph4AAwGA8XFxX3mww9URkYGGRkZt7zPjBkzmDFj\nRp+3LV++nOXLl9v9PARBEARBuD0pJYk3H0jCy0XNk5/k0GHovTfv14tiiQ/24Lm1eVxpc8zF9M1W\nxsuutfODT3Nwd1KRPs6Hn909Ea27hg+OlDsk7nCwlV0x3s3MHL+eEwWW2ijFrUoMRjGoHsv6u2p8\nsqKRutahGdz2lUXy9PRIdEYzn5ys4J64wCGJK9x57B5UT5s2jSlTplBUVER1dTXR0dFA1+buxMRE\nu5+gIAiCIAiCvX61KJa4IE+eXZtLbYuu1+3PzhzPwthAfvJ5AefqWh0S81Yr451GMwVfFyU7UtaA\nWYYVmRGsOlqO+TY5fNxWdkXFdaWofTJI/S2oFe3nxvemRpA+zgdvVzX/PFvHb3c4LstiKA249sAQ\nuDGLJNTbhe9MCeOVbWcw3i4fRGFUcMjOe7VaTXJysiMeShAEQRAEwaGemhbJ4oQg1uVU4e/uhL+7\nk/W205ebmRml5anpkWSfu4IkScyM0lpvP3+ltVcBo/7oz8p4dyVX21ArFXg4q2+7NHDB8fqTGj1j\nvC9vPjCZi/Vt/PVIGVdaO6lt7T1hdLvoa9VYksBZrUTCWs/PYfrKIvn/7ppAflUzBy5edXA04U4n\nytkJgiAIgnBHy4jwQZbh4bQwHk4L63Hb8+vyyBjniyzD3ZMCuHtSQI/bX911lh1nBl5AzNbK+I1m\njNdS06ITA2oBsJ0a7apW8uq/JbDrbC2v7zpn94DT1sr45h9MJ9ir78yE59bmkVdl/9nMfdUekGVY\n9+RUZFmmuvk6W0/XsOZEhd3ZHH1lkUwJ92ZOtB8vrMvDy7lriOSq6aph4eWsxixDW+ftV6FfGB5i\nUC0IgiAIwh3t+XV5t7w9r6qJV3c5LmXW1sr4eK0bYd4utHYa8XFRMyvaj1lRWn6+pdBhz0G4vdlK\njf63xCCUCok/7r3gkBVcWyvjr+46i7OqZ5HE1DAvHs+MoN4B9Qf6WjU+V9fKM//IAcDTWc308Vpe\nmB2Np7Oad/5VMuhYN8siSQ33Buiz4viG70+jplnHA389Oui4wp1NDKoFQRAEQRAcyNbK+KQAd16Y\nHY1aKdGiM1JwuZln1uZy+us91oJwI0tqtGUAmxzqzbm6Vtr1XQNChYRdq7e2VsZzK3uvRC9LCSW3\nsomqpuuDD8zNaw90GEzWugMAh0qv4apRcl9ikF2D6ptlkXxRWEt+Vc8969MifXksYxw/3Xyaxo6B\nbwOB/u2PTwv35odzoonxd6dFZySnspE/H7g4qK0nwsgQg2pBEARBEAQH6s/K+NrcqmF6NsKdwJoa\nfaErNTrM24VOo5k/PjiZ5DAv3J1UnKtr5b92Fw+q0N5Ai4aFerswPcqXX2470+ft/TXQ2gPVTddx\nUQ/+WMFbZZEUVDdzsqKxx/0DPbpuz69qokU3uNRvW1kAEwPc+fOyFHafq2PNiQp8XDU8NS2S/7o/\nke9/mjvotgrDSwyqBUEQBEEQBGGU6p4afenr1Gh3JxVh3mo2F1xmfV4VrholT0+P5K2HJrP0r8ds\nDk5t6atoWHcPp4bS0G7gwIX6Pm/vr4HUHlBKErOi/XqtJg+ErSwSR+wNv5GtLIB74gJpvK7ndzu/\n2YJiNJn5xcJY3DRKazaCMLqJQbUgCIIgCIIgjEI3S402yzLZ5+p6pEFfaujg0+9lkhHhY3f16r6K\nhlk4qRTclxjM2pwqu1LObdUeCPVyIVLrSnunCa2bhvuSggn3ceHVnYOvf2Ari+RGX5yp5YtBFCrs\nzlYWgAS4qpW4qJVc/3oyxMdVg9FsRmc02xVbGD5iUC0IgiAIgiAIo8ytUqPr2zrRuml63N+yt7n7\n4HQw+ioa1t23EoNxUSvZXFBtVxxbq8bhPi787O6JKBUSjR0G/nXxKj/bfJpr7bf3PuMbswB2FNWy\nPDWMd5an8Oqus8T4u/PktAjW5VZhEmdl3zbEoFoQBEEQBEEQRplbpUYXVDfzUEooTioFnV+vZqaG\neSPLcLG+ra+H65ebrYx3tzw1lH9dvGp3Ea3+1B7YerrGrhij0Y1ZABfr21n5eQGv35fAuienIkmw\nPreKPx8YfDE2YfgpRvoJCIIgCIIgCILwDUtq9LbTNfi7OzEzSmv9Pw8nFZ+fuoxaqeDdh1O4Nz6I\nb6eF8Zt74/jXxXryqwe357j7yvjLmwr63JedGeFDpNaNjfn2rVKPVTfLApgS7oO7k4ojZdfo0JtY\nFBdI2tdHfAm3h9tipbq4uJg1a9ZQVlaGl5cX9913H/fee++AHqOxsZFVq1ZRUFCASqVi5syZPPbY\nY2g0Gtv/WBAEQRAEQRCGSX8Kav3os3xenhfDLxdOoq3TyLbCGv5yuGzQMftTNOzbaWFUNHRw4oYq\n2YJtN8sCWJYSyoqpEfxiayH7LtQT4O7En5Yl8/v7E3ngr0dFobLbxKgfVFdXV/P666+TlJTEiy++\nSGFhIatXr8bJyYmsrKx+PYbBYOC1114D4Pvf/z7Xrl1j48aNtLe386Mf/Wgon74gCIIgCIIgDEh/\nCmoV1rTw9Kc5Dolnq2hYi85IqJczM6K0vL3vokNijiW32h+/OCGIr8obrMelXWnr5M0953n34VRS\nwrw5XHptpJ62MACjflD92Wef4e/vz09+8hMUCgXTp0+nsbGRzz77rN+D6v3791NbW8vbb7+Nv78/\nAGq1mo8++ohly5YRHBw8lE0QBEEQBEEQhFGrPyvjy1LD6DSa2VZ45+1zHmq3ygJQKiTUSqnH38wy\nSBLIok7ZbWNUD6rNZjN5eXk89NBDKBTfbP/29vamoaGB8vJyIiMjbT7OiRMnSEpKsg6oATw9k3U/\njAAAIABJREFUPQHIy8sTg2pBEARBEARhzOrPyvjb+y/y9n6xSj1QtrIA9p2v57lZUfxy4SSOljfg\n66rh0fRwSq62c6KiYQSfuTAQo3pQXVdXh06nY9y4cQDodDr+9Kc/kZfX9cGvqqrq16D60qVLzJ07\n1/rfGzZs4LPPPkOhUFBZWTkkz10QBEEQBEEQhLHNVhbA6q8uoTeZWZIUzD1xgTRfN3Ks/Bp/OVyG\nwSSWqm8Xo3pQ3draCoC7uzu1tbX84Q9/oLW1lVdeeYXXXnuNtrb+HRnQ2tqKu7s7Op2Od955h5yc\nHL73ve9x5MgR2tvbh7IJgiAIgiAIgiCMUf3JAvj0ZCWfnhQLfbezUT2otjh16hTbt29Hq9Xyxhtv\noNVqB/wYdXV1vPLKKzQ0NPCLX/yCyZMnc/To0UE/p0hf10H/21tx0ahRq6XefzfLTApwv6NjjoU2\niphDF3Mo441EzNHSryLm0MUU71kR83aLORbaKGLeWTHHQhsBnMwS4QFDMzZx0qhQq/tYMTcr8Atw\nHpKYGo0Ktbr3yc8qZxfU0ZOGJKbK2QXU6m/+WzWwYbIky6N3C3xVVRUrV64EIDU1lZdeeglnZ2ea\nmpp49tln+fGPf8zMmTNtPs4PfvADWlpaCAoK4uc//zkhISEAvPzyy8TFxfHMM88MaTsEQRAEQRAE\nQRCEO1PvKYBRJCgoCIVCQWpqKj//+c9xdu6aDSkvLwew7rW2JSQkBF9fX9544w3rgFqn01FbW9vv\nxxAEQRAEQRAEQRCEG43qQbVKpSIxMZG6ujq6L6jv2bOHoKAgwsPDrX/Lzc3lhz/8IRs2bOj1OCkp\nKTQ3N9PR0WH92/79+wFIT08fugYIgiAIgiAIgiAId7RRPagGePDBB6mpqeEPf/gDR44c4S9/+QvH\njx/n8ccf73G/7Oxs6uvr2bZtW6/HWLBgAW5ubrzxxhscOHCALVu28Mknn3Dvvffi5+c3XE0RBEEQ\nBEEQBEEQ7jCjek+1xYkTJ1i3bh01NTUEBQWxbNkypk+f3uM+lgF3VlYWTzzxRK/HqKqqYtWqVVy4\ncAE3Nzfmz5/f6/xrQRAEQRAEQRAEQRiI22JQLQiCIAiCIAiCIAijkVimFQRBEARBEARBEIRBEoNq\nQRAEQRAEQRAEQRgkMagWBEEQBEEQBEEQhEESg2pBEARBEARBEARBGCQ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PH8fJyYm0tDTr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x823f890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0qHEf9+7dQ1ZWFjp16gRzc3NERUXhypUrGudGCCGEEEIIIaTp0migsr///ht9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\nhV9bO3w6ohMAoKhEjqUnYiDT1iTATdj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ZNyWcbFSyoWpgMmcGgr44RWpJZp6/gf1X1KIl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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8c29110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qrgkhhDR7zaUYay6ay0U0IY0R3biwLZWG4R9779uk7ffHt4ZUVLdx3hMnTsTE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\nJPo/kI9qbuuQZdgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8c41a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BAwYgKSkJ0dHRWLJkCVauXFmj3me5XI6AgACkpqaaPET/888/Q61Wm8xud+nS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\niIiIiEgETLCJiIiIiIiIRPB/vc2HP0B24W0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x92e0550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for task_idx, taskname, clfname, title in zip(taskidxs, tasknames, clfnames, titles):\n",
    "    plot_one_task(taskname, clfname, '{}. {}'.format(task_idx, title))\n",
    "    plt.savefig('figs/fig_feature_performances_per_layers_{}.pdf'.format(taskname))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot_compare_results(me, concat, mf, st, xticks, title, ylabel=''):\n",
    "    \n",
    "    num_items = 4\n",
    "    gaps = num_items + 1\n",
    "    plt.bar(np.arange(0, len(me)*gaps, gaps), me, color=ggplot_colors[1], label='Best of\\npre-trained',\n",
    "           alpha=1)\n",
    "    plt.bar(np.arange(1, len(me)*gaps, gaps), concat, color='#668CCA', label=\"Concatenating\\n12345 + MFCCs\",\n",
    "           alpha=1)    \n",
    "    plt.bar(np.arange(2, len(me)*gaps, gaps), mf, color=ggplot_colors[2], label='MFCCs',\n",
    "           alpha=1)\n",
    "    plt.bar(np.arange(3, len(me)*gaps, gaps), st, color=ggplot_colors[0], label='SoTA',\n",
    "           alpha=1)\n",
    "    \n",
    "    fsize = 11\n",
    "    min_gap_y = 0.07\n",
    "    max_y = 1.0\n",
    "    for i, (x, y_me, y_concat, y_mf, y_st) in enumerate(zip(np.arange(0, len(me)*gaps, gaps), me, concat, mf, st)):\n",
    "        y1 = np.min((y_me, max_y))\n",
    "        if i == 6:\n",
    "            y1 -= 0.06\n",
    "        plt.text(x+0.5, y1, _score_to_str(y_me), ha='center', va='bottom',\n",
    "                size=fsize)\n",
    "        \n",
    "        y2 = np.min((y_concat, max_y))\n",
    "        if i == 2 or i == 5:\n",
    "            y2 -= 0.065\n",
    "        plt.text(x+1.5, y2, _score_to_str(y_concat), ha='center', va='bottom',\n",
    "                size=fsize, color='0.2')\n",
    "\n",
    "        y3 = np.min((y_mf, max_y))\n",
    "        if i == 5:\n",
    "            y3 += 0.02\n",
    "        plt.text(x+2.5, y3, _score_to_str(y_mf), ha='center', va='bottom',\n",
    "                size=fsize)\n",
    "        \n",
    "        y4 = np.min((y_st, max_y))\n",
    "        if i == 2:\n",
    "            y4 -= 0.1        \n",
    "        plt.text(x+3.5, y4, _score_to_str(y_st), ha='center', va='bottom',\n",
    "                size=fsize, color='0.2')\n",
    "        \n",
    "    plt.xticks(np.arange(1.4, len(me)*gaps, gaps), xticks)\n",
    "    plt.legend(loc='lower right', prop={'size':13})\n",
    "    plt.title(title)\n",
    "    plt.xlim([0, len(me)*gaps + 12])\n",
    "    plt.ylim([0, 1])\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.tight_layout()\n",
    "\n",
    "# usage:\n",
    "# me = [0.352, 0.714, 0.992, 0.572, 0.303, 0.865, 0.442]\n",
    "# mf = [0.476, 0.507, 0.93, 0.523, 0.146, 0.814, 0.490 ]\n",
    "\n",
    "# plot_results(me, mf, tasks, '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.86674641  0.898       1.          0.65624685  0.46196466  0.9717682\n",
      "  0.69079249]\n",
      "[array(0.8186602870813398), array(0.781), array(0.9921875), array(0.5701254288215712), array(0.3535756734310506), array(0.9524517087667161), array(0.7138112688960147)]\n"
     ]
    }
   ],
   "source": [
    "me = get_result_all_mine(tasknames, all_layers)\n",
    "me = me.max(axis=1)\n",
    "print me\n",
    "print mfcc_12345s_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Mnz6dxMRE1Go1Dg4OTJs2DXv7rCBl3bp11KxZU9lYK6cT1zw8PFi2bBlRUVEYGhpiaWnJ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\nmoiIiIiIiChLnFwTERERERERZel/GDRgCtKTLUAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x914dfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# with gamma grid search, picking best of (non_stdd, stdd)\n",
    "mf = [.623, .660, .992, .551, .201, .917, .651]\n",
    "st = sotas_list\n",
    "plt.figure(figsize=(10, 3.7))\n",
    "plot_compare_results(me, mfcc_12345s_list, mf, st, tasks, '')\n",
    "plt.savefig('figs/fig_feature_performances_all_svm_gamma_search_best_stdd.pdf')\n",
    "plt.savefig('figs/fig_feature_performances_all_svm_gamma_search_best_stdd.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Per-label accuracy\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "for gtzan music"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import utils_featext\n",
    "\n",
    "def load_xy_many(taskname, featname='mine', npy_suffix='', logger=None, mid_layer=4):\n",
    "    \"\"\" wrapper for load_xy() for loading and concatenating multiple of them. \"\"\"\n",
    "    if featname == 'mfcc':\n",
    "        x, y = load_xy(taskname, featname, npy_suffix, logger, mid_layer=mid_layer)\n",
    "    elif featname == 'mine':\n",
    "        for l_idx, mid_layer_num in enumerate(mid_layer):\n",
    "            if l_idx == 0:\n",
    "                x, y = load_xy(taskname, featname, npy_suffix, logger, mid_layer=mid_layer_num)\n",
    "            else:\n",
    "                x_new, _ = load_xy(taskname, featname, npy_suffix, logger, mid_layer=mid_layer_num)\n",
    "                x = np.concatenate((x, x_new), axis=1)\n",
    "    return x, y\n",
    "\n",
    "def load_xy(task_name, feat_name='mine', npy_suffix='', logger=None, mid_layer=4):\n",
    "    \"\"\"\n",
    "\n",
    "    :param task_name:\n",
    "    :param feat_name:\n",
    "    :param npy_suffix:\n",
    "    :param logger:\n",
    "    :param mid_layer: ignired if 'mfcc' is used\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    assert task_name in ('ballroom_extended', 'gtzan_genre', 'gtzan_speechmusic',\n",
    "                         'emoMusic_a', 'emoMusic_v', 'jamendo_vd', 'urbansound')\n",
    "    # logger.info('load_xy({}, {}, mid_layer: {}, npy_suffix: {})...'.format(task_name, feat_name, mid_layer, npy_suffix))\n",
    "\n",
    "    # X\n",
    "    csv_filename = '{}.csv'.format(task_name)\n",
    "    if feat_name == 'mine':\n",
    "        if task_name.startswith('emoMusic'):\n",
    "            if mid_layer == 4:  # For the last layer, use Max-Pooled one\n",
    "                npy_filename = '{}{}.npy'.format('emoMusic', npy_suffix)\n",
    "            else:  # For the others, use Average-Pooled ones\n",
    "                npy_filename = '{}_layer_{}{}.npy'.format('emoMusic', mid_layer, npy_suffix)\n",
    "        else:\n",
    "            if mid_layer == 4:\n",
    "                npy_filename = '{}{}.npy'.format(task_name, npy_suffix)\n",
    "            else:\n",
    "                npy_filename = '{}_layer_{}{}.npy'.format(task_name, mid_layer, npy_suffix)\n",
    "    elif feat_name == 'mfcc':\n",
    "        if task_name.startswith('emoMusic'):\n",
    "            npy_filename = '{}_mfcc.npy'.format('emoMusic')\n",
    "        else:\n",
    "            npy_filename = '{}_mfcc.npy'.format(task_name)\n",
    "\n",
    "    x = np.load(os.path.join(FOLDER_FEATS, npy_filename))\n",
    "    # Y\n",
    "    if task_name == 'emoMusic_v':\n",
    "        csv_filename = '{}.csv'.format('emoMusic')\n",
    "        df = pd.DataFrame.from_csv(os.path.join(FOLDER_CSV, csv_filename))\n",
    "        y = df['label_valence']\n",
    "    elif task_name == 'emoMusic_a':\n",
    "        csv_filename = '{}.csv'.format('emoMusic')\n",
    "        df = pd.DataFrame.from_csv(os.path.join(FOLDER_CSV, csv_filename))\n",
    "        y = df['label_arousal']\n",
    "    else:\n",
    "        y = pd.DataFrame.from_csv(os.path.join(FOLDER_CSV, csv_filename))['label']\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.755  0.875]\n"
     ]
    }
   ],
   "source": [
    "scores = []\n",
    "\n",
    "# last layer only\n",
    "svc = SVC(gamma=0.125, C=8.0, kernel='rbf')\n",
    "x, y = load_xy_many('gtzan_genre', 'mine', '', None, [4])\n",
    "sts = StandardScaler()\n",
    "x = sts.fit_transform(x)\n",
    "scores.append(cross_val_score(svc, x, y, cv=10))\n",
    "\n",
    "# all layers\n",
    "svc = SVC(gamma='auto', C=32.0, kernel='rbf')\n",
    "x, y = load_xy_many('gtzan_genre', 'mine', '', None, [0,1,2,3,4])\n",
    "sts = StandardScaler()\n",
    "x = sts.fit_transform(x)\n",
    "scores.append(cross_val_score(svc, x, y, cv=10))\n",
    "print np.array(scores).mean(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sLI4dO0ZUVBSHDx/m8OHDODo60rdvX/r27at3QZiVlQWAtbU1SUlJBAUFkZWVxbx581i8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\n/j8F7TrGVLNNiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8852150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_sys = len(scores)\n",
    "n_genre = 10\n",
    "xss = []\n",
    "colors = ['#348ABD', '#0B5987']\n",
    "plt.figure(figsize=(7, 2.3))\n",
    "labels = [\"convnet\\n'5'\", \"convnet\\n'12345'\"]\n",
    "margin = 0.9\n",
    "width = 0.9\n",
    "xticks = np.arange(n_sys/2., (n_sys+margin) * n_genre, n_sys+margin)\n",
    "xtickslabels = ['blues', 'classical', 'country', 'disco', 'hiphip',\n",
    "          'jazz', 'metal', 'pop', 'raggae', 'rock']\n",
    "for i in range(n_sys):\n",
    "    xss.append(np.arange(i, (n_sys+margin)*n_genre + i, n_sys+margin))\n",
    "    plt.bar(xss[i], scores[i], color=colors[i], label=labels[i], width=width)\n",
    "\n",
    "for x, score1, score2 in zip(xss[0], scores[0], scores[1]):\n",
    "    plt.text(x-0.8, score1+0.02, _score_to_str(score2 - score1, str_format='%0.2f'))\n",
    "\n",
    "\n",
    "plt.xticks(xticks, xtickslabels, rotation=30, horizontalalignment='right')\n",
    "plt.legend(loc='lower right')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.tight_layout()\n",
    "plt.xlim([-1,(margin+n_sys) * n_genre + 10.5])\n",
    "\n",
    "plt.savefig('figs/fig_gtzan_result_per_genre.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
